Cleaning¶
At this stage, we use the file we had saved in the input_data folder to create datetime variables,
[2]:
use "..\input_data\NYPD_Motor_Vehicle_Collisions",clear
Notice that we used ..\ here again. When this jupyter notebook is opened, its current directory is in the “dofiles” folder. Therefore, we use the relative paths to “move” to the “input_data” to get the dataset.
[3]:
notes list
_dta:
1. "Downloaded 9 Dec 2018 11:30:26"
[4]:
%browse
| date | time | borough | zipcode | latitude | longitude | location | onstreetname | crossstreetname | offstreetname | numberofpersonsinjured | numberofpersonskilled | numberofpedestriansinjured | numberofpedestrianskilled | numberofcyclistinjured | numberofcyclistkilled | numberofmotoristinjured | numberofmotoristkilled | contributingfactorvehicle1 | contributingfactorvehicle2 | contributingfactorvehicle3 | contributingfactorvehicle4 | contributingfactorvehicle5 | uniquekey | vehicletypecode1 | vehicletypecode2 | vehicletypecode3 | vehicletypecode4 | vehicletypecode5 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 11/16/2018 | 0:10 | MANHATTAN | 10010 | 40.742275 | -73.988914 | (40.742275, -73.988914) | 5 AVENUE | BROADWAY | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021880 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 2 | 11/16/2018 | 0:40 | . | . | 40.762718 | -73.728172 | (40.76272, -73.72817) | LONG ISLAND EXPRESSWAY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Pavement Slippery | . | . | . | 4021727 | Sedan | Pick-up Truck | . | . | . |
| 3 | 11/16/2018 | 0:45 | BROOKLYN | 11211 | 40.710197 | -73.958427 | (40.710197, -73.95843) | BORINQUEN PLACE | HAVEMEYER STREET | . | 4 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | Driver Inattention/Distraction | Driver Inattention/Distraction | . | . | . | 4021791 | Taxi | Taxi | . | . | . |
| 4 | 11/16/2018 | 1:00 | BRONX | 10454 | 40.803555 | -73.911842 | (40.803555, -73.91184) | EAST 137 STREET | WILLOW AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021878 | Garbage or Refuse | Station Wagon/Sport Utility Vehicle | . | . | . |
| 5 | 11/16/2018 | 1:00 | BROOKLYN | 11221 | 40.694923 | -73.915565 | (40.694923, -73.915565) | WILSON AVENUE | PALMETTO STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021848 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 6 | 11/16/2018 | 1:20 | . | . | 40.804699 | -73.91243 | (40.8047, -73.91243) | EAST 138 STREET | BRUCKNER BOULEVARD | . | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | . | . | . | . | . | 4021877 | . | . | . | . | . |
| 7 | 11/16/2018 | 1:41 | . | . | 40.737682 | -73.852058 | (40.737682, -73.85206) | 108 STREET | HORACE HARDING EXPRESSWAY | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021798 | Sedan | Sedan | . | . | . |
| 8 | 11/16/2018 | 2:50 | BRONX | 10451 | 40.819057 | -73.92923 | (40.819057, -73.92923) | EAST 149 STREET | GERARD AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021864 | Taxi | Taxi | . | . | . |
| 9 | 11/16/2018 | 4:22 | . | . | 40.811749 | -73.931442 | (40.81175, -73.93144) | MAJOR DEEGAN EXPRESSWAY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unsafe Speed | Unspecified | Unspecified | . | . | 4021857 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 10 | 11/16/2018 | 5:30 | QUEENS | 11417 | 40.678871 | -73.83419 | (40.67887, -73.83419) | ROCKAWAY BOULEVARD | CENTREVILLE AVENUE | . | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | . | . | . | . | 4021833 | . | . | . | . | . |
| 11 | 11/16/2018 | 5:45 | MANHATTAN | 10128 | 40.779179 | -73.950798 | (40.77918, -73.9508) | EAST 88 STREET | 2 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021904 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 12 | 11/16/2018 | 6:00 | . | . | 40.743149 | -73.831924 | (40.74315, -73.831924) | LONG ISLAND EXPRESSWAY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing or Lane Usage Improper | Passing or Lane Usage Improper | . | . | . | 4021865 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 13 | 11/16/2018 | 6:02 | BROOKLYN | 11206 | 40.700001 | -73.940643 | (40.7, -73.94064) | . | . | 787 BROADWAY | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Driver Inattention/Distraction | . | . | . | 4021892 | Garbage or Refuse | Sedan | . | . | . |
| 14 | 11/16/2018 | 6:10 | MANHATTAN | 10128 | 40.781689 | -73.948967 | (40.78169, -73.94897) | EAST 92 STREET | 2 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021859 | Sedan | Sedan | . | . | . |
| 15 | 11/15/2018 | 0:00 | BROOKLYN | 11228 | 40.620872 | -74.002213 | (40.620872, -74.00221) | . | . | 1421 71 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Failure to Yield Right-of-Way | Alcohol Involvement | Unspecified | . | . | 4021704 | Sedan | Sedan | Sedan | . | . |
| 16 | 11/15/2018 | 0:00 | QUEENS | 11004 | 40.752037 | -73.7211 | (40.752037, -73.7211) | LITTLE NECK PARKWAY | 260 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021596 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 17 | 11/15/2018 | 0:00 | QUEENS | 11368 | 40.749889 | -73.862587 | (40.74989, -73.86259) | . | . | 103-03 ROOSEVELT AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing or Lane Usage Improper | Unspecified | . | . | . | 4021503 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 18 | 11/15/2018 | 0:00 | QUEENS | 11375 | 40.716141 | -73.833572 | (40.71614, -73.83357) | QUEENS BOULEVARD | 77 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Traffic Control Disregarded | Unspecified | Unspecified | . | . | 4021235 | Sedan | Sedan | Sedan | . | . |
| 19 | 11/15/2018 | 0:00 | . | . | 40.649269 | -74.009674 | (40.64927, -74.009674) | 45 STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021611 | Sedan | . | . | . | . |
| 20 | 11/15/2018 | 0:00 | . | . | 40.610256 | -74.097298 | (40.610256, -74.0973) | CLOVE ROAD | EMERSON DRIVE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021736 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 21 | 11/15/2018 | 0:00 | . | . | 40.710419 | -73.859642 | (40.71042, -73.85964) | WOODHAVEN BOULEVARD | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Reaction to Uninvolved Vehicle | . | . | . | 4021629 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 22 | 11/15/2018 | 0:00 | QUEENS | 11413 | 40.666405 | -73.745377 | (40.666405, -73.74538) | NORTH CONDUIT AVENUE | 230 PLACE | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Pavement Slippery | . | . | . | . | 4021563 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 23 | 11/15/2018 | 0:17 | BROOKLYN | 11204 | 40.610115 | -73.984894 | (40.610115, -73.98489) | AVENUE O | WEST 11 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Backing Unsafely | Unspecified | . | . | . | 4020952 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 24 | 11/15/2018 | 0:41 | . | . | 40.672062 | -73.925255 | (40.672062, -73.925255) | PARK PLACE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing or Lane Usage Improper | Unspecified | . | . | . | 4020993 | Sedan | Convertible | . | . | . |
| 25 | 11/15/2018 | 0:46 | . | . | 40.761856 | -73.963432 | (40.761856, -73.96343) | EAST 61 STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inexperience | Unspecified | . | . | . | 4021088 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 26 | 11/15/2018 | 10:00 | BROOKLYN | 11230 | 40.626839 | -73.968483 | (40.62684, -73.96848) | AVENUE I | EAST 8 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Failure to Yield Right-of-Way | Unspecified | . | . | . | 4021808 | Sedan | Dump | . | . | . |
| 27 | 11/15/2018 | 10:00 | QUEENS | 11434 | 40.659649 | -73.773834 | (40.65965, -73.773834) | ROCKAWAY BOULEVARD | FARMERS BOULEVARD | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | . | . | . | . | 4021414 | Sedan | . | . | . | . |
| 28 | 11/15/2018 | 10:00 | . | . | . | . | . | South Elliott Place | South Portland Ave | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021321 | Box Truck | Station Wagon/Sport Utility Vehicle | . | . | . |
| 29 | 11/15/2018 | 10:00 | BROOKLYN | 11229 | 40.604786 | -73.958473 | (40.604786, -73.95847) | . | . | 1835 EAST 14 STREET | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | Backing Unsafely | . | . | . | . | 4021389 | Sedan | . | . | . | . |
| 30 | 11/15/2018 | 10:09 | QUEENS | 11374 | 40.728657 | -73.863266 | (40.728657, -73.863266) | BOOTH STREET | 63 DRIVE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Failure to Yield Right-of-Way | Unspecified | . | . | . | 4021355 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 31 | 11/15/2018 | 10:10 | QUEENS | 11378 | 40.722717 | -73.919914 | (40.722717, -73.919914) | . | . | 48-85 MASPETH AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Backing Unsafely | Unspecified | . | . | . | 4021443 | Tractor Truck Diesel | Tanker | . | . | . |
| 32 | 11/15/2018 | 10:10 | . | . | 40.856358 | -73.826515 | (40.856358, -73.826515) | BRUCKNER EXPRESSWAY | . | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Unsafe Lane Changing | Unspecified | . | . | . | 4021293 | Station Wagon/Sport Utility Vehicle | Taxi | . | . | . |
| 33 | 11/15/2018 | 10:15 | MANHATTAN | 10036 | 40.764904 | -73.996185 | (40.764904, -73.996185) | . | . | 621 WEST 48 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021372 | Box Truck | Station Wagon/Sport Utility Vehicle | . | . | . |
| 34 | 11/15/2018 | 10:30 | BROOKLYN | 11215 | 40.671921 | -73.993973 | (40.67192, -73.99397) | . | . | 118 2 AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | Unspecified | . | . | 4021905 | Station Wagon/Sport Utility Vehicle | Sedan | Sedan | . | . |
| 35 | 11/15/2018 | 10:30 | BROOKLYN | 11230 | 40.62685 | -73.976433 | (40.62685, -73.97643) | . | . | 1080 MC DONALD AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021811 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 36 | 11/15/2018 | 10:32 | . | . | 40.664642 | -73.93708 | (40.664642, -73.93708) | TROY AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021517 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 37 | 11/15/2018 | 10:35 | BROOKLYN | 11229 | 40.610119 | -73.961105 | (40.61012, -73.961105) | . | . | 1220 AVENUE P | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021390 | Bike | Sedan | . | . | . |
| 38 | 11/15/2018 | 10:36 | BRONX | 10473 | 40.815006 | -73.845253 | (40.815006, -73.84525) | ZEREGA AVENUE | NORTON AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unsafe Lane Changing | Unspecified | . | . | . | 4021419 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 39 | 11/15/2018 | 10:40 | . | . | 40.65881 | -73.98172 | (40.65881, -73.98172) | PROSPECT PARK WEST | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021464 | Station Wagon/Sport Utility Vehicle | Dump | . | . | . |
| 40 | 11/15/2018 | 10:42 | MANHATTAN | 10036 | 40.754158 | -73.982483 | (40.754158, -73.98248) | . | . | 49 WEST 42 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021508 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 41 | 11/15/2018 | 10:43 | MANHATTAN | 10065 | 40.765411 | -73.967979 | (40.76541, -73.96798) | PARK AVENUE | EAST 63 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021834 | Taxi | Taxi | . | . | . |
| 42 | 11/15/2018 | 10:59 | BROOKLYN | 11215 | 40.674805 | -73.978401 | (40.674805, -73.9784) | PRESIDENT STREET | 6 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Backing Unsafely | Unspecified | . | . | . | 4021881 | Station Wagon/Sport Utility Vehicle | Tractor Truck Diesel | . | . | . |
| 43 | 11/15/2018 | 11:00 | . | . | 40.592815 | -73.908081 | (40.592815, -73.90808) | BELT PARKWAY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unsafe Lane Changing | Unspecified | . | . | . | 4021306 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 44 | 11/15/2018 | 11:00 | . | . | 40.741447 | -73.846031 | (40.741447, -73.84603) | GRAND CENTRAL PKWY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unsafe Lane Changing | . | . | . | 4021403 | Sedan | Sedan | . | . | . |
| 45 | 11/15/2018 | 11:00 | . | . | 40.706306 | -73.919586 | (40.706306, -73.919586) | SUYDAM STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021858 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 46 | 11/15/2018 | 11:02 | QUEENS | 11385 | 40.705936 | -73.857338 | (40.705936, -73.85734) | . | . | 89-89 UNION TURNPIKE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021433 | Box Truck | . | . | . | . |
| 47 | 11/15/2018 | 11:15 | MANHATTAN | 10036 | . | . | . | W 45 ST | AVENUE OF THE AMERICAS | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unsafe Lane Changing | Unspecified | . | . | . | 4021374 | Van | Sedan | . | . | . |
| 48 | 11/15/2018 | 11:15 | . | . | 40.60957 | -73.819054 | (40.60957, -73.81905) | CROSS BAY BOULEVARD | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021437 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 49 | 11/15/2018 | 11:16 | BRONX | 10456 | 40.820156 | -73.90834 | (40.820156, -73.90834) | . | . | 645 EAST 158 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Failure to Yield Right-of-Way | Unspecified | . | . | . | 4021359 | Sedan | Sedan | . | . | . |
| 50 | 11/15/2018 | 11:20 | MANHATTAN | 10035 | 40.806915 | -73.93557 | (40.806915, -73.93557) | EAST 129 STREET | LEXINGTON AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | Unspecified | . | . | 4021469 | Sedan | Box Truck | Box Truck | . | . |
| 51 | 11/15/2018 | 11:21 | BROOKLYN | 11209 | 40.616089 | -74.037308 | (40.61609, -74.03731) | . | . | 120 96 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021298 | Sedan | Sedan | . | . | . |
| 52 | 11/15/2018 | 11:25 | QUEENS | 11373 | 40.745033 | -73.87001 | (40.745033, -73.87001) | . | . | 94-41 43 AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Driver Inattention/Distraction | . | . | . | 4021363 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 53 | 11/15/2018 | 11:26 | BRONX | 10467 | 40.881577 | -73.859116 | (40.881577, -73.859116) | . | . | 839 EAST 218 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021476 | Station Wagon/Sport Utility Vehicle | Bus | . | . | . |
| 54 | 11/15/2018 | 11:37 | BROOKLYN | 11220 | 40.647064 | -74.022629 | (40.647064, -74.02263) | 56 STREET | 1 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021467 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 55 | 11/15/2018 | 11:40 | BRONX | 10455 | 40.814823 | -73.909531 | (40.814823, -73.90953) | PONTIAC PLACE | TRINITY AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Other Vehicular | Unspecified | . | . | . | 4021292 | Box Truck | Sedan | . | . | . |
| 56 | 11/15/2018 | 11:40 | MANHATTAN | 10025 | 40.802345 | -73.968117 | (40.802345, -73.96812) | WEST END AVENUE | WEST 107 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021849 | Sedan | Taxi | . | . | . |
| 57 | 11/15/2018 | 11:42 | . | . | . | . | . | LAUREL HILL BOULEVARD | 61 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unsafe Lane Changing | Unspecified | . | . | . | 4021444 | Sedan | Sedan | . | . | . |
| 58 | 11/15/2018 | 11:45 | . | . | . | . | . | 224 STREET | BRADDOCK AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | Unspecified | . | . | 4021412 | Station Wagon/Sport Utility Vehicle | Sedan | Station Wagon/Sport Utility Vehicle | . | . |
| 59 | 11/15/2018 | 11:50 | BRONX | 10470 | 40.89978 | -73.867599 | (40.89978, -73.8676) | . | . | 4330 KATONAH AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021475 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 60 | 11/15/2018 | 11:50 | . | . | 40.804699 | -73.91243 | (40.8047, -73.91243) | EAST 138 STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021862 | Box Truck | Sedan | . | . | . |
| 61 | 11/15/2018 | 12:00 | BROOKLYN | 11221 | 40.69595 | -73.917389 | (40.69595, -73.91739) | . | . | 330 WILSON AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021845 | Sedan | . | . | . | . |
| 62 | 11/15/2018 | 12:00 | . | . | 40.770222 | -73.830551 | (40.77022, -73.83055) | 138 STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Traffic Control Disregarded | Unspecified | . | . | . | 4021601 | Sedan | Sedan | . | . | . |
| 63 | 11/15/2018 | 12:00 | . | . | 40.741074 | -73.7258 | (40.741074, -73.7258) | CROSS ISLAND PARKWAY | UNION TURNPIKE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unsafe Lane Changing | Unspecified | . | . | . | 4021413 | Sedan | Sedan | . | . | . |
| 64 | 11/15/2018 | 12:15 | . | . | 40.759281 | -73.959274 | (40.75928, -73.959274) | YORK AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Failure to Yield Right-of-Way | Unspecified | . | . | . | 4021842 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 65 | 11/15/2018 | 12:15 | BROOKLYN | 11206 | 40.711643 | -73.943916 | (40.711643, -73.94392) | GRAHAM AVENUE | GRAND STREET | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Traffic Control Disregarded | Unspecified | . | . | . | 4021780 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 66 | 11/15/2018 | 12:20 | BRONX | 10455 | 40.815361 | -73.915955 | (40.81536, -73.915955) | . | . | 459 EAST 149 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing Too Closely | Passing Too Closely | . | . | . | 4021875 | Sedan | Tanker | . | . | . |
| 67 | 11/15/2018 | 12:20 | BROOKLYN | 11221 | 40.692356 | -73.911064 | (40.692356, -73.911064) | HANCOCK STREET | WILSON AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing Too Closely | Unspecified | . | . | . | 4021887 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 68 | 11/15/2018 | 12:20 | MANHATTAN | 10022 | 40.755756 | -73.96479 | (40.755756, -73.96479) | EAST 53 STREET | 1 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Driver Inattention/Distraction | . | . | . | 4021680 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 69 | 11/15/2018 | 12:25 | BRONX | 10460 | 40.845863 | -73.880013 | (40.845863, -73.88001) | . | . | 932 BRONX PARK SOUTH | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Other Vehicular | Reaction to Uninvolved Vehicle | . | . | . | 4021401 | Bus | Sedan | . | . | . |
| 70 | 11/15/2018 | 12:26 | . | . | 40.689274 | -73.99913 | (40.689274, -73.99913) | HICKS STREET | CONGRESS STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Turning Improperly | Unspecified | . | . | . | 4021730 | Sedan | Sedan | . | . | . |
| 71 | 11/15/2018 | 12:28 | . | . | 40.773335 | -73.955063 | (40.773335, -73.95506) | 2 AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021839 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 72 | 11/15/2018 | 12:30 | . | . | 40.615692 | -73.99366 | (40.615692, -73.99366) | 18 AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021691 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 73 | 11/15/2018 | 12:30 | . | . | 40.587967 | -73.954346 | (40.587967, -73.954346) | AVENUE Z | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021391 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 74 | 11/15/2018 | 14:07 | STATEN ISLAND | 10306 | 40.577946 | -74.102325 | (40.577946, -74.102325) | HYLAN BOULEVARD | MIDLAND AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Backing Unsafely | Unspecified | . | . | . | 4021765 | Sedan | Sedan | . | . | . |
| 75 | 11/15/2018 | 12:40 | MANHATTAN | 10128 | 40.777859 | -73.945724 | (40.77786, -73.945724) | YORK AVENUE | EAST 89 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021830 | Box Truck | Station Wagon/Sport Utility Vehicle | . | . | . |
| 76 | 11/15/2018 | 12:45 | MANHATTAN | 10016 | 40.745068 | -73.97258 | (40.745068, -73.97258) | EAST 36 STREET | 1 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Traffic Control Disregarded | Unspecified | . | . | . | 4021470 | Bike | Station Wagon/Sport Utility Vehicle | . | . | . |
| 77 | 11/15/2018 | 12:57 | . | . | 40.585686 | -73.817238 | (40.585686, -73.81724) | BEACH 95 STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021424 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 78 | 11/15/2018 | 13:00 | BROOKLYN | 11214 | 40.608593 | -74.00486 | (40.608593, -74.00486) | 17 AVENUE | 86 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021703 | Bus | Station Wagon/Sport Utility Vehicle | . | . | . |
| 79 | 11/15/2018 | 13:00 | QUEENS | 11373 | 40.745647 | -73.88166 | (40.745647, -73.88166) | . | . | 40-49 ITHACA STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Traffic Control Disregarded | Passing Too Closely | . | . | . | 4021396 | Station Wagon/Sport Utility Vehicle | Box Truck | . | . | . |
| 80 | 11/15/2018 | 13:00 | . | . | 40.720566 | -73.845901 | (40.720566, -73.8459) | 70 ROAD | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing Too Closely | Failure to Yield Right-of-Way | . | . | . | 4021435 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 81 | 11/15/2018 | 13:00 | . | . | 40.607662 | -73.983482 | (40.607662, -73.98348) | AVENUE P | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | Unspecified | . | . | 4021694 | Sedan | Sedan | Sedan | . | . |
| 82 | 11/15/2018 | 13:00 | . | . | 40.59565 | -73.908165 | (40.59565, -73.908165) | BELT PARKWAY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | Unspecified | . | . | 4021579 | Sedan | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . |
| 83 | 11/15/2018 | 13:00 | . | . | 40.737709 | -73.974266 | (40.73771, -73.974266) | FDR DRIVE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021749 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 84 | 11/15/2018 | 13:05 | MANHATTAN | 10001 | 40.751862 | -73.993721 | (40.75186, -73.99372) | . | . | 5 PENNSYLVANIA PLAZA | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Brakes Defective | Unspecified | . | . | . | 4021506 | Sedan | Taxi | . | . | . |
| 85 | 11/15/2018 | 13:06 | . | . | . | . | . | WILLIS AVE BRIDGE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021361 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 86 | 11/15/2018 | 13:20 | BROOKLYN | 11232 | 40.648346 | -73.9991 | (40.648346, -73.9991) | . | . | 706 39 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021466 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 87 | 11/15/2018 | 13:20 | . | . | 40.679863 | -73.838837 | (40.679863, -73.83884) | 101 STREET | ROCKAWAY BOULEVARD | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Following Too Closely | Unspecified | . | . | . | 4021392 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 88 | 11/15/2018 | 13:25 | . | . | 40.720482 | -73.780106 | (40.72048, -73.780106) | GRAND CENTRAL PKWY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unsafe Speed | . | . | . | . | 4021380 | Sedan | . | . | . | . |
| 89 | 11/15/2018 | 13:25 | QUEENS | 11413 | 40.681843 | -73.750099 | (40.681843, -73.7501) | 218 STREET | 132 ROAD | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Unspecified | Unspecified | . | . | . | 4021558 | Sedan | Sedan | . | . | . |
| 90 | 11/15/2018 | 13:30 | BRONX | 10457 | 40.84869 | -73.90329 | (40.84869, -73.90329) | EAST TREMONT AVENUE | ANTHONY AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing Too Closely | Unspecified | . | . | . | 4021744 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 91 | 11/15/2018 | 13:30 | BROOKLYN | 11203 | 40.645245 | -73.932625 | (40.645245, -73.932625) | SCHENECTADY AVENUE | CORTELYOU ROAD | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021367 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 92 | 11/15/2018 | 13:30 | BROOKLYN | 11214 | 40.601948 | -73.99382 | (40.601948, -73.99382) | BAY PARKWAY | 86 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021695 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 93 | 11/15/2018 | 13:30 | . | . | 40.787174 | -73.813492 | (40.787174, -73.81349) | CROSS ISLAND PARKWAY | . | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Reaction to Uninvolved Vehicle | Pavement Slippery | . | . | . | 4021602 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 94 | 11/15/2018 | 13:40 | . | . | 40.735413 | -73.91835 | (40.735413, -73.91835) | LAUREL HILL BOULEVARD | 48 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Reaction to Uninvolved Vehicle | Unspecified | . | . | . | 4021447 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 95 | 11/15/2018 | 13:42 | . | . | 40.686077 | -74.000381 | (40.686077, -74.00038) | BROOKLYN QUEENS EXPRESSWAY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021731 | Sedan | Sedan | . | . | . |
| 96 | 11/15/2018 | 14:00 | BROOKLYN | 11226 | 40.637295 | -73.959633 | (40.637295, -73.95963) | . | . | 1900 NEWKIRK AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021505 | Sedan | Sedan | . | . | . |
| 97 | 11/15/2018 | 14:00 | . | . | 40.714455 | -73.963211 | (40.714455, -73.96321) | BERRY STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Failure to Yield Right-of-Way | Unspecified | . | . | . | 4021786 | Sedan | Sedan | . | . | . |
| 98 | 11/15/2018 | 14:05 | QUEENS | 11357 | 40.780712 | -73.825089 | (40.780712, -73.82509) | WHITESTONE EXPRESSWAY | 21 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021474 | Sedan | Sedan | . | . | . |
| 99 | 11/15/2018 | 14:15 | QUEENS | 11691 | 40.602295 | -73.758629 | (40.602295, -73.75863) | CORNAGA AVENUE | NASBY PLACE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021800 | Sedan | Sedan | . | . | . |
| 100 | 11/15/2018 | 14:15 | STATEN ISLAND | 10312 | 40.559502 | -74.166702 | (40.5595, -74.1667) | GURLEY AVENUE | GETZ AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Other Vehicular | Following Too Closely | . | . | . | 4021766 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 101 | 11/15/2018 | 14:20 | . | . | 40.603451 | -74.009003 | (40.60345, -74.009) | CROPSEY AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021687 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 102 | 11/15/2018 | 14:20 | QUEENS | 11434 | 40.660671 | -73.768036 | (40.66067, -73.768036) | . | . | 146-80 BREWER BOULEVARD | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | Following Too Closely | Unspecified | . | . | . | 4021521 | Sedan | Sedan | . | . | . |
| 103 | 11/15/2018 | 14:30 | BROOKLYN | 11215 | 40.668159 | -73.991203 | (40.66816, -73.9912) | . | . | 204 13 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Backing Unsafely | Unspecified | . | . | . | 4021884 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 104 | 11/15/2018 | 14:30 | QUEENS | 11363 | 40.768398 | -73.737549 | (40.7684, -73.73755) | NORTHERN BOULEVARD | MARATHON PARKWAY | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing or Lane Usage Improper | Unspecified | . | . | . | 4021439 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 105 | 11/15/2018 | 14:30 | STATEN ISLAND | 10306 | 40.580727 | -74.107567 | (40.580727, -74.10757) | MIDLAND AVENUE | NORTH RAILROAD AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021779 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 106 | 11/15/2018 | 14:30 | . | . | 40.575943 | -74.11425 | (40.575943, -74.11425) | NORTH RAILROAD AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021770 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 107 | 11/15/2018 | 14:35 | . | . | 40.720955 | -73.809349 | (40.720955, -73.80935) | 79 AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021543 | Sedan | Sedan | . | . | . |
| 108 | 11/15/2018 | 14:35 | . | . | 40.667313 | -73.739258 | (40.667313, -73.73926) | LAURELTON PARKWAY | . | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Pavement Slippery | Unspecified | Unspecified | . | . | 4021451 | Sedan | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . |
| 109 | 11/15/2018 | 14:37 | QUEENS | 11369 | 40.768131 | -73.876251 | (40.76813, -73.87625) | 23 AVENUE | 94 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021493 | Sedan | Sedan | . | . | . |
| 110 | 11/15/2018 | 14:40 | BROOKLYN | 11203 | 40.65794 | -73.936874 | (40.65794, -73.936874) | WINTHROP STREET | TROY AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021654 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 111 | 11/15/2018 | 14:40 | BROOKLYN | 11229 | 40.597057 | -73.941261 | (40.597057, -73.94126) | . | . | 3566 NOSTRAND AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021709 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 112 | 11/15/2018 | 14:45 | BROOKLYN | 11210 | 40.621792 | -73.947723 | (40.62179, -73.94772) | . | . | 2806 AVENUE L | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Brakes Defective | Unspecified | . | . | . | 4021509 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 113 | 11/15/2018 | 14:45 | QUEENS | 11374 | 40.72504 | -73.868286 | (40.72504, -73.868286) | CARLTON STREET | 63 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | Unspecified | . | . | 4021626 | Station Wagon/Sport Utility Vehicle | Sedan | Sedan | . | . |
| 114 | 11/15/2018 | 14:45 | STATEN ISLAND | 10306 | 40.570747 | -74.128098 | (40.570747, -74.1281) | TYSENS LANE | DALTON AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021774 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 115 | 11/15/2018 | 14:45 | . | . | 40.605888 | -73.989723 | (40.60589, -73.98972) | 79 STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021692 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 116 | 11/15/2018 | 14:45 | . | . | . | . | . | FLATBUSH AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | Unspecified | . | . | 4021885 | Sedan | Box Truck | Sedan | . | . |
| 117 | 11/15/2018 | 14:45 | QUEENS | 11420 | 40.666119 | -73.82225 | (40.66612, -73.82225) | LEFFERTS BOULEVARD | NORTH CONDUIT AVENUE | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021472 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 118 | 11/15/2018 | 14:50 | QUEENS | 11432 | 40.713791 | -73.791878 | (40.71379, -73.79188) | KINGSTON PLACE | HENLEY ROAD | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021584 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 119 | 11/15/2018 | 14:50 | . | . | 40.757122 | -73.971916 | (40.757122, -73.97192) | EAST 51 STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021677 | Sedan | Bus | . | . | . |
| 120 | 11/15/2018 | 14:50 | QUEENS | 11354 | 40.764988 | -73.820671 | (40.764988, -73.82067) | 146 STREET | NORTHERN BOULEVARD | . | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | Failure to Yield Right-of-Way | . | . | . | . | 4021664 | Sedan | . | . | . | . |
| 121 | 11/15/2018 | 14:55 | STATEN ISLAND | 10306 | 40.577251 | -74.102982 | (40.57725, -74.10298) | ZWICKY AVENUE | HYLAN BOULEVARD | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021767 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 122 | 11/15/2018 | 15:20 | BROOKLYN | 11232 | 40.66457 | -73.997131 | (40.66457, -73.99713) | 3 AVENUE | 20 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021740 | Motorcycle | Box Truck | . | . | . |
| 123 | 11/15/2018 | 14:55 | BROOKLYN | 11206 | 40.702862 | -73.937386 | (40.70286, -73.937386) | . | . | 421 BUSHWICK AVENUE | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021773 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 124 | 11/15/2018 | 15:00 | BRONX | 10451 | 40.817001 | -73.930016 | (40.817, -73.930016) | GERARD AVENUE | EAST 144 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021872 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 125 | 11/15/2018 | 15:00 | BROOKLYN | 11214 | 40.601864 | -74.002319 | (40.601864, -74.00232) | BAY 23 STREET | BATH AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Brakes Defective | Unspecified | . | . | . | 4021702 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 126 | 11/15/2018 | 15:00 | BROOKLYN | 11226 | 40.649776 | -73.949745 | (40.649776, -73.949745) | . | . | 185 ERASMUS STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021515 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 127 | 11/15/2018 | 15:00 | QUEENS | 11418 | 40.702442 | -73.816872 | (40.702442, -73.81687) | METROPOLITAN AVENUE | JAMAICA AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021758 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 128 | 11/15/2018 | 15:00 | QUEENS | 11433 | 40.696159 | -73.786613 | (40.69616, -73.78661) | 167 STREET | 109 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021913 | Sedan | Snow Plow | . | . | . |
| 129 | 11/15/2018 | 15:00 | STATEN ISLAND | 10304 | 40.607281 | -74.092621 | (40.60728, -74.09262) | DOUGLAS COURT | DOUGLAS ROAD | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | . | . | . | . | 4021772 | Pick-up Truck | . | . | . | . |
| 130 | 11/15/2018 | 15:00 | . | . | 40.612328 | -73.9758 | (40.612328, -73.9758) | 24 AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021696 | Tractor Truck Diesel | Station Wagon/Sport Utility Vehicle | . | . | . |
| 131 | 11/15/2018 | 15:00 | . | . | 40.656864 | -73.9981 | (40.656864, -73.9981) | 5 AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021741 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 132 | 11/15/2018 | 15:00 | . | . | 40.599854 | -73.988777 | (40.599854, -73.98878) | 85 STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021688 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 133 | 11/15/2018 | 15:00 | . | . | 40.715199 | -73.836128 | (40.7152, -73.83613) | AUSTIN STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021636 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 134 | 11/15/2018 | 15:00 | . | . | . | . | . | LITTLE NECK PARKWAY | GRAND CENTRAL PARKWAY | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021566 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 135 | 11/15/2018 | 15:00 | . | . | 40.653976 | -73.952835 | (40.653976, -73.952835) | ROGERS AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021616 | Box Truck | Bus | . | . | . |
| 136 | 11/15/2018 | 15:00 | BROOKLYN | 11220 | 40.636299 | -74.025375 | (40.6363, -74.025375) | . | . | 301 68 STREET | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Following Too Closely | Unspecified | Unspecified | . | . | 4021609 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 137 | 11/15/2018 | 15:05 | . | . | 40.602295 | -73.758629 | (40.602295, -73.75863) | CORNAGA AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021803 | Station Wagon/Sport Utility Vehicle | Pick-up Truck | . | . | . |
| 138 | 11/15/2018 | 15:09 | BRONX | 10459 | 40.819691 | -73.901611 | (40.81969, -73.90161) | WESTCHESTER AVENUE | PROSPECT AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing Too Closely | Unspecified | . | . | . | 4021870 | Sedan | Sedan | . | . | . |
| 139 | 11/15/2018 | 15:10 | BRONX | 10458 | 40.860497 | -73.894501 | (40.860497, -73.8945) | . | . | 333 EAST 188 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021742 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 140 | 11/15/2018 | 15:15 | BROOKLYN | 11229 | 40.601295 | -73.954948 | (40.601295, -73.95495) | EAST 17 STREET | AVENUE T | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021805 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 141 | 11/15/2018 | 15:15 | QUEENS | 11374 | 40.720554 | -73.864258 | (40.720554, -73.86426) | 65 AVENUE | FITCHETT STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing Too Closely | Unspecified | . | . | . | 4021634 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 142 | 11/15/2018 | 15:15 | QUEENS | 11414 | 40.664295 | -73.839378 | (40.664295, -73.83938) | KILLARNEY STREET | 156 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021524 | Sedan | Sedan | . | . | . |
| 143 | 11/15/2018 | 15:15 | . | . | . | . | . | NEW ENGLAND THRUWAY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021754 | Pick-up Truck | Sedan | . | . | . |
| 144 | 11/15/2018 | 15:18 | BROOKLYN | 11203 | 40.654152 | -73.92511 | (40.654152, -73.92511) | . | . | 885 LINDEN BOULEVARD | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Lost Consciousness | Unspecified | . | . | . | 4021537 | Sedan | Sedan | . | . | . |
| 145 | 11/15/2018 | 15:20 | BRONX | 10456 | 40.82243 | -73.909462 | (40.82243, -73.90946) | 3 AVENUE | SAINT ANNS AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021867 | Station Wagon/Sport Utility Vehicle | Taxi | . | . | . |
| 146 | 11/15/2018 | 15:20 | BROOKLYN | 11206 | 40.699997 | -73.95723 | (40.699997, -73.95723) | BEDFORD AVENUE | LYNCH STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021787 | Taxi | Sedan | . | . | . |
| 147 | 11/15/2018 | 15:20 | . | . | . | . | . | 168 STREET | GRAND CENTRAL PARKWAY | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021578 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 148 | 11/15/2018 | 15:20 | . | . | 40.687832 | -73.930038 | (40.68783, -73.93004) | REID AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021819 | Sedan | Sedan | . | . | . |
| 149 | 11/15/2018 | 15:20 | . | . | 40.762737 | -73.839508 | (40.762737, -73.83951) | VAN WYCK EXPWY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021716 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 150 | 11/15/2018 | 15:21 | BROOKLYN | 11214 | 40.615707 | -74.001457 | (40.615707, -74.00146) | 76 STREET | 16 AVENUE | . | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | Failure to Yield Right-of-Way | Pavement Slippery | . | . | . | 4021706 | Sedan | Sedan | . | . | . |
| 151 | 11/15/2018 | 15:24 | BROOKLYN | 11204 | 40.611446 | -73.99115 | (40.611446, -73.99115) | 74 STREET | 20 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Failure to Yield Right-of-Way | Unspecified | . | . | . | 4021698 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 152 | 11/15/2018 | 15:25 | STATEN ISLAND | 10306 | 40.554855 | -74.13353 | (40.554855, -74.13353) | DURANT AVENUE | JUSTIN AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021769 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 153 | 11/15/2018 | 15:25 | . | . | 40.730679 | -73.77581 | (40.73068, -73.77581) | UNION TURNPIKE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021531 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 154 | 11/15/2018 | 15:25 | . | . | 40.79525 | -73.973213 | (40.79525, -73.97321) | WEST 96 STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021856 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 155 | 11/15/2018 | 15:25 | . | . | 40.644562 | -73.988358 | (40.64456, -73.98836) | . | . | FORT HAMILTON PARKWAY | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021810 | Sedan | . | . | . | . |
| 156 | 11/15/2018 | 15:28 | BROOKLYN | 11238 | 40.675362 | -73.969696 | (40.67536, -73.969696) | PLAZA STREET EAST | VANDERBILT AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021911 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 157 | 11/15/2018 | 15:30 | BROOKLYN | 11221 | 40.695282 | -73.925758 | (40.695282, -73.92576) | STANHOPE STREET | EVERGREEN AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021846 | Box Truck | Station Wagon/Sport Utility Vehicle | . | . | . |
| 158 | 11/15/2018 | 15:30 | MANHATTAN | 10033 | 40.851322 | -73.940292 | (40.851322, -73.94029) | WEST 181 STREET | CABRINI BOULEVARD | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021807 | Station Wagon/Sport Utility Vehicle | Box Truck | . | . | . |
| 159 | 11/15/2018 | 15:30 | QUEENS | 11364 | 40.76038 | -73.758011 | (40.76038, -73.75801) | 46 AVENUE | CLOVERDALE BOULEVARD | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021591 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 160 | 11/15/2018 | 15:30 | QUEENS | 11417 | 40.676617 | -73.857903 | (40.676617, -73.8579) | 79 STREET | PITKIN AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021522 | Station Wagon/Sport Utility Vehicle | Pick-up Truck | . | . | . |
| 161 | 11/15/2018 | 15:30 | QUEENS | 11435 | 40.695087 | -73.802917 | (40.695087, -73.80292) | SUTPHIN BOULEVARD | 106 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021914 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 162 | 11/15/2018 | 15:30 | . | . | 40.72176 | -73.76001 | (40.72176, -73.76001) | FRANCIS LEWIS BOULEVARD | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021573 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 163 | 11/15/2018 | 15:30 | . | . | 40.746441 | -73.879822 | (40.74644, -73.87982) | GLEANE STREET | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | . | . | . | 4021710 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 164 | 11/15/2018 | 15:30 | . | . | 40.708004 | -73.844582 | (40.708004, -73.84458) | JACKIE ROBINSON PKWY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021747 | Sedan | Sedan | . | . | . |
| 165 | 11/15/2018 | 15:30 | QUEENS | 11354 | 40.763161 | -73.816399 | (40.76316, -73.8164) | 149 STREET | ROOSEVELT AVENUE | . | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | Failure to Yield Right-of-Way | . | . | . | . | 4021606 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 166 | 11/15/2018 | 15:30 | QUEENS | 11434 | 40.671566 | -73.78466 | (40.671566, -73.78466) | 132 AVENUE | ROCKAWAY BOULEVARD | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Driver Inattention/Distraction | Driver Inattention/Distraction | . | . | . | 4021674 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 167 | 11/15/2018 | 15:30 | . | . | 40.663906 | -73.950981 | (40.663906, -73.95098) | EMPIRE BOULEVARD | . | . | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | . | . | . | . | 4021671 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
| 168 | 11/15/2018 | 15:30 | . | . | 40.89975 | -73.891594 | (40.89975, -73.891594) | HENRY HUDSON PARKWAY | . | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021750 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 169 | 11/15/2018 | 15:30 | . | . | . | . | . | LITTLE NECK PARKWAY | GRAND CENTRAL PARKWAY | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021556 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 170 | 11/15/2018 | 15:33 | STATEN ISLAND | 10306 | 40.571251 | -74.119904 | (40.57125, -74.1199) | SOUTH RAILROAD AVENUE | BEACH AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021771 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 171 | 11/15/2018 | 15:33 | BRONX | 10454 | 40.807808 | -73.923843 | (40.807808, -73.92384) | WILLIS AVENUE | EAST 136 STREET | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Other Vehicular | Failure to Yield Right-of-Way | . | . | . | 4021871 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 172 | 11/15/2018 | 15:35 | BRONX | 10455 | 40.820133 | -73.913071 | (40.820133, -73.91307) | EAST 156 STREET | 3 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | Unspecified | . | . | 4021869 | Sedan | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . |
| 173 | 11/15/2018 | 15:35 | QUEENS | 11368 | 40.739056 | -73.862869 | (40.739056, -73.86287) | 98 STREET | 55 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021717 | Station Wagon/Sport Utility Vehicle | Station Wagon/Sport Utility Vehicle | . | . | . |
| 174 | 11/15/2018 | 15:35 | . | . | 40.668495 | -73.925606 | (40.668495, -73.925606) | EASTERN PARKWAY | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021661 | Sedan | Sedan | . | . | . |
| 175 | 11/15/2018 | 15:35 | . | . | 40.806309 | -73.932961 | (40.80631, -73.93296) | HARLEM RIVER DRIVE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | Unspecified | . | . | 4021752 | Station Wagon/Sport Utility Vehicle | Sedan | Station Wagon/Sport Utility Vehicle | . | . |
| 176 | 11/15/2018 | 15:35 | QUEENS | 11355 | 40.752468 | -73.83197 | (40.75247, -73.83197) | . | . | 132-26 AVERY AVENUE | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Pavement Slippery | Pavement Slippery | . | . | . | 4021618 | Taxi | Station Wagon/Sport Utility Vehicle | . | . | . |
| 177 | 11/15/2018 | 15:38 | BROOKLYN | 11206 | 40.701427 | -73.945381 | (40.701427, -73.94538) | . | . | 95 THROOP AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Backing Unsafely | Unspecified | . | . | . | 4021784 | Station Wagon/Sport Utility Vehicle | Pick-up Truck | . | . | . |
| 178 | 11/15/2018 | 15:38 | BROOKLYN | 11215 | 40.667084 | -73.987236 | (40.667084, -73.987236) | . | . | 292 12 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021895 | Station Wagon/Sport Utility Vehicle | Box Truck | . | . | . |
| 179 | 11/15/2018 | 15:38 | MANHATTAN | 10031 | 40.822109 | -73.94809 | (40.82211, -73.94809) | CONVENT AVENUE | WEST 141 STREET | . | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | Pavement Slippery | Pavement Slippery | Pavement Slippery | Pavement Slippery | . | 4021557 | Taxi | Sedan | Taxi | Sedan | . |
| 180 | 11/15/2018 | 15:40 | MANHATTAN | 10016 | 40.750904 | -73.980682 | (40.750904, -73.98068) | MADISON AVENUE | EAST 39 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021915 | Box Truck | Sedan | . | . | . |
| 181 | 11/15/2018 | 15:40 | QUEENS | 11354 | . | . | . | PRINCE STREET | NORTHERN BOULEVARD | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021665 | Sedan | Convertible | . | . | . |
| 182 | 11/15/2018 | 15:40 | . | . | 40.739162 | -73.785561 | (40.739162, -73.78556) | 64 AVENUE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021547 | Sedan | Sedan | . | . | . |
| 183 | 11/15/2018 | 15:45 | . | . | 40.633904 | -73.993294 | (40.633904, -73.99329) | . | . | 51 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | Unspecified | . | . | . | 4021809 | Sedan | . | . | . | . |
| 184 | 11/15/2018 | 15:45 | . | . | 40.807594 | -73.966988 | (40.807594, -73.96699) | RIVERSIDE DRIVE | . | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Steering Failure | Unspecified | . | . | . | 4021548 | Taxi | Station Wagon/Sport Utility Vehicle | . | . | . |
| 185 | 11/15/2018 | 15:48 | . | . | 40.599072 | -73.904984 | (40.59907, -73.90498) | BELT PARKWAY | . | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Driver Inattention/Distraction | Unspecified | . | . | . | 4021585 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 186 | 11/15/2018 | 15:49 | QUEENS | 11104 | 40.741585 | -73.922813 | (40.741585, -73.92281) | 42 STREET | 47 AVENUE | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021561 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 187 | 11/15/2018 | 15:49 | QUEENS | 11355 | 40.761471 | -73.818085 | (40.76147, -73.818085) | 147 STREET | 41 AVENUE | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Failure to Yield Right-of-Way | Unspecified | . | . | . | 4021658 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 188 | 11/15/2018 | 15:50 | BROOKLYN | 11203 | 40.661217 | -73.931412 | (40.661217, -73.93141) | . | . | 506 UTICA AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pedestrian/Bicyclist/Other Pedestrian Error/Co... | Driver Inexperience | . | . | . | 4021648 | Bike | Sedan | . | . | . |
| 189 | 11/15/2018 | 15:50 | BROOKLYN | 11206 | 40.709442 | -73.936569 | (40.709442, -73.93657) | . | . | 289 SCHOLES STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021781 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 190 | 11/15/2018 | 15:50 | QUEENS | 11422 | 40.660946 | -73.738876 | (40.660946, -73.73888) | CANEY ROAD | 243 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021553 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 191 | 11/15/2018 | 15:52 | QUEENS | 11375 | 40.70969 | -73.846031 | (40.70969, -73.84603) | METROPOLITAN AVENUE | ASCAN AVENUE | . | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021628 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 192 | 11/15/2018 | 15:53 | BROOKLYN | 11223 | 40.600376 | -73.963242 | (40.600376, -73.96324) | . | . | 812 AVENUE T | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021711 | Station Wagon/Sport Utility Vehicle | Sedan | . | . | . |
| 193 | 11/15/2018 | 15:59 | . | . | 40.689831 | -73.97863 | (40.68983, -73.97863) | ASHLAND PLACE | . | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unsafe Speed | Unspecified | . | . | . | 4021518 | Motorcycle | Sedan | . | . | . |
| 194 | 11/15/2018 | 15:59 | . | . | . | . | . | KISSENA BOULEVARD | HORACE HARDING EXPRESSWAY | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Following Too Closely | Unspecified | Unspecified | . | . | 4021575 | Station Wagon/Sport Utility Vehicle | Sedan | Sedan | . | . |
| 195 | 11/15/2018 | 16:00 | BRONX | 10455 | 40.816372 | -73.903343 | (40.816372, -73.90334) | . | . | 844 EAST 155 STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021868 | Sedan | . | . | . | . |
| 196 | 11/15/2018 | 16:00 | BROOKLYN | 11206 | 40.703762 | -73.935623 | (40.703762, -73.93562) | . | . | 210 VARET STREET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | Unspecified | . | . | . | 4021788 | Sedan | Station Wagon/Sport Utility Vehicle | . | . | . |
| 197 | 11/15/2018 | 16:00 | BROOKLYN | 11212 | 40.667366 | -73.922737 | (40.667366, -73.92274) | RALPH AVENUE | UNION STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021746 | Sedan | . | . | . | . |
| 198 | 11/15/2018 | 16:00 | BROOKLYN | 11225 | 40.658222 | -73.950363 | (40.658222, -73.95036) | . | . | 1193 NOSTRAND AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Passing or Lane Usage Improper | Pavement Slippery | . | . | . | 4021656 | Box Truck | Sedan | . | . | . |
| 199 | 11/15/2018 | 16:00 | BROOKLYN | 11228 | 40.618244 | -74.002403 | (40.618244, -74.0024) | 15 AVENUE | 74 STREET | . | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Unspecified | . | . | . | . | 4021705 | Sedan | . | . | . | . |
| 200 | 11/15/2018 | 16:00 | BROOKLYN | 11235 | 40.586102 | -73.960281 | (40.5861, -73.96028) | . | . | 2887 CONEY ISLAND AVENUE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Pavement Slippery | . | . | . | . | 4021715 | Station Wagon/Sport Utility Vehicle | . | . | . | . |
Re-order variables¶
Personally, I prefer ID type variables to be in the first few columns of the dataset. We will use Stata’s order command to move the variable uniquekey to the first column.
[5]:
order(uniquekey), before(date)
Create date time variables¶
- Preview the date variable (through
list,codebook,browse(Data Editor)) - Determine the format of the date variable
- Is it a string, int, float, etc
- Determine if it is in other types of date format (e.g. Excel’s date format)
[6]:
list date in 1/4
+------------+
| date |
|------------|
1. | 11/16/2018 |
2. | 11/16/2018 |
3. | 11/16/2018 |
4. | 11/16/2018 |
+------------+
[7]:
codebook date
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
date DATE
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
type: string (str105)
unique values: 2,331 missing "": 0/1,386,003
examples: "03/24/2015"
"06/08/2017"
"08/15/2015"
"10/20/2013"
warning: variable has leading and embedded blanks
Now, we determine that the date variable is in a string format. We will use Stata’s HRF-to-SIF conversion functions in the datetime command.
[8]:
gen date_SIF = date(date, "MDY"),after(date)
(1 missing value generated)
We know that the date is a string variable, and it is in HRF( Human readable form) in the form of Month/Day/Year. We tell Stata’s date() function that through the mask "MDY". Then, I tell Stata to put date_SIF in the column after date.
[9]:
list date_SIF in 1/4
+----------+
| date_SIF |
|----------|
1. | 21504 |
2. | 21504 |
3. | 21504 |
4. | 21504 |
+----------+
The variable is in SIF(Stata internal form) now. So Stata understands it is a date. But in order for us to understand, we tell Stata to display this number in HRF through the format command. The date format is %td and the time format is %tc.
[10]:
format date_SIF %td
We repeat this for time variable.
[11]:
gen time_SIF = clock(time, "hm"),after(time)
format time_SIF %tc
(1 missing value generated)
Why do we want Stata to understand dates and times?¶
Because it allows us to do so much more! - view summary statistics of the date (e.g. first date, last date) - create year and month variables - create dummies based on durations - create dummies based on boolean logic
[12]:
sum date_SIF, format
Variable | Obs Mean Std. Dev. Min Max
-------------+---------------------------------------------------------
date_SIF | 1,386,002 14oct2015 669.6435 01jul2012 16nov2018
[13]:
gen year_SIF = year(date_SIF) // Extract year from the date
(1 missing value generated)
[14]:
gen month_SIF = month(date_SIF) // Extract month from the date
(1 missing value generated)
[15]:
gen special_period = (date_SIF >= td(14feb2014) & date_SIF <= td(14march2014))
tab special_period
special_per |
iod | Freq. Percent Cum.
------------+-----------------------------------
0 | 1,370,768 98.90 98.90
1 | 15,235 1.10 100.00
------------+-----------------------------------
Total | 1,386,003 100.00
Renaming long variable names¶
This is entirely up to you. I prefer a shorter variable name, and use labels to store the longer and more descriptive name. Labeling is the more important thing to do when you begin this process of building an analytical dataset.
[16]:
rename numberofcyclistinjured cyclistinjured
rename numberofcyclistkilled cyclistkilled
[17]:
label variable cyclistinjured "Number of cyclists injured"
label variable cyclistkilled "Number of cyclists killed"
Creating dummies from long strings¶
I will show you several methods to finding keywords from string variables. For example, we want to create a variable to indicate if a collision occurred with a bicycle. - strpos - contains exact “string”
- Explore the string variable that we want to extract information from.
[18]:
tab vehicletypecode1
VEHICLE TYPE CODE 1 | Freq. Percent Cum.
------------------------------------+-----------------------------------
(ceme | 1 0.00 0.00
15 Pa | 1 0.00 0.00
2 TON | 1 0.00 0.00
2 dr sedan | 6 0.00 0.00
3-Door | 30 0.00 0.00
315 e | 1 0.00 0.00
3D | 32 0.00 0.01
4 dr sedan | 202 0.01 0.02
4DSD | 3 0.00 0.02
4whee | 1 0.00 0.02
99999 | 1 0.00 0.02
ABULA | 1 0.00 0.02
ACCES | 2 0.00 0.02
AM | 292 0.02 0.04
AMABU | 1 0.00 0.04
AMB | 7 0.00 0.04
AMBU | 5 0.00 0.04
AMBUL | 111 0.01 0.05
AMBULANCE | 2,406 0.17 0.23
AMbul | 1 0.00 0.23
APORT | 1 0.00 0.23
APPOR | 1 0.00 0.23
AR | 41 0.00 0.23
ARMOR | 1 0.00 0.23
ARMY | 1 0.00 0.23
Ambul | 20 0.00 0.23
Ambulance | 265 0.02 0.25
Armored Truck | 42 0.00 0.25
BA | 6 0.00 0.25
BACK | 2 0.00 0.25
BACKH | 4 0.00 0.25
BED T | 1 0.00 0.25
BICYC | 1 0.00 0.25
BICYCLE | 5,567 0.40 0.66
BOAT | 1 0.00 0.66
BOBCA | 3 0.00 0.66
BOX | 1 0.00 0.66
BOX T | 5 0.00 0.66
BR | 42 0.00 0.66
BS | 2 0.00 0.66
BU | 2,229 0.16 0.82
BULLD | 2 0.00 0.82
BUS | 14,057 1.02 1.85
BUs | 1 0.00 1.85
Backh | 1 0.00 1.85
Beverage Truck | 31 0.00 1.85
Bike | 1,912 0.14 1.99
Boom | 1 0.00 1.99
Box | 1 0.00 1.99
Box Truck | 2,676 0.19 2.18
Box t | 1 0.00 2.18
Bucke | 1 0.00 2.18
Bulk Agriculture | 4 0.00 2.18
Bus | 1,992 0.14 2.33
CABIN | 1 0.00 2.33
CAMP | 1 0.00 2.33
CARGO | 2 0.00 2.33
CART | 1 0.00 2.33
CB | 89 0.01 2.34
CHERR | 1 0.00 2.34
CHEVY | 1 0.00 2.34
CM | 41 0.00 2.34
CMIX | 1 0.00 2.34
CO | 2 0.00 2.34
COM | 8 0.00 2.34
COM T | 1 0.00 2.34
COM. | 1 0.00 2.34
COMB | 1 0.00 2.34
COMME | 11 0.00 2.34
COMMM | 1 0.00 2.34
CONCR | 1 0.00 2.34
CONST | 1 0.00 2.34
CONV | 398 0.03 2.37
COUPE | 1 0.00 2.37
CRANE | 1 0.00 2.37
CUSHM | 1 0.00 2.37
Cargo | 1 0.00 2.37
Carry All | 178 0.01 2.38
Cat 9 | 1 0.00 2.38
Chassis Cab | 83 0.01 2.39
Cmix | 1 0.00 2.39
Comix | 1 0.00 2.39
Comm | 1 0.00 2.39
Comme | 1 0.00 2.39
Concrete Mixer | 67 0.00 2.39
Convertible | 428 0.03 2.42
DELIV | 14 0.00 2.43
DELV | 2 0.00 2.43
DEMA- | 1 0.00 2.43
DIRT | 1 0.00 2.43
DOT R | 1 0.00 2.43
DP | 367 0.03 2.45
DS | 1,006 0.07 2.53
DUMP | 17 0.00 2.53
DUMPT | 1 0.00 2.53
DUNBA | 1 0.00 2.53
Deliv | 1 0.00 2.53
Dump | 414 0.03 2.56
Dumps | 1 0.00 2.56
E BIK | 1 0.00 2.56
E ONE | 1 0.00 2.56
E SCO | 1 0.00 2.56
E-BIK | 4 0.00 2.56
E-Bik | 2 0.00 2.56
E-MOT | 1 0.00 2.56
E/BIK | 1 0.00 2.56
EBIKE | 2 0.00 2.56
ELECT | 15 0.00 2.56
EMRGN | 1 0.00 2.56
EMS A | 1 0.00 2.56
EMS H | 1 0.00 2.56
EN | 2 0.00 2.56
EPO | 1 0.00 2.56
Elect | 3 0.00 2.56
Enclosed Body - Removable Enclosure | 2 0.00 2.56
FB | 238 0.02 2.58
FD NY | 1 0.00 2.58
FD tr | 1 0.00 2.58
FDNY | 34 0.00 2.58
FED E | 2 0.00 2.58
FIRE | 25 0.00 2.58
FIRE TRUCK | 850 0.06 2.64
FIRET | 10 0.00 2.64
FLAT | 9 0.00 2.65
FLATB | 1 0.00 2.65
FORD | 4 0.00 2.65
FORK | 2 0.00 2.65
FORK- | 1 0.00 2.65
FORKL | 11 0.00 2.65
FR | 34 0.00 2.65
FREE | 1 0.00 2.65
FREIG | 6 0.00 2.65
FRONT | 1 0.00 2.65
Fd fi | 1 0.00 2.65
Fdny | 2 0.00 2.65
Fire | 15 0.00 2.65
Firet | 1 0.00 2.65
Flat Bed | 226 0.02 2.67
Flat Rack | 51 0.00 2.67
Ford | 1 0.00 2.67
Forkl | 2 0.00 2.67
Freig | 1 0.00 2.67
GARBA | 4 0.00 2.67
GE/SC | 1 0.00 2.67
GG | 205 0.01 2.69
GOLF | 1 0.00 2.69
GOVER | 1 0.00 2.69
GR | 2 0.00 2.69
GRAY | 1 0.00 2.69
Garba | 2 0.00 2.69
Garbage or Refuse | 223 0.02 2.70
Glass Rack | 1 0.00 2.70
Golf | 2 0.00 2.70
H/WH | 1 0.00 2.70
HEAVY | 1 0.00 2.70
HELP | 1 0.00 2.70
HO | 1 0.00 2.70
HORSE | 2 0.00 2.70
HWY C | 1 0.00 2.70
Hand | 1 0.00 2.70
Hopper | 3 0.00 2.70
Humme | 1 0.00 2.70
IP | 1 0.00 2.70
Ice C | 1 0.00 2.71
Inter | 1 0.00 2.71
John | 1 0.00 2.71
LARGE COM VEH(6 OR MORE TIRES) | 14,527 1.06 3.76
LF | 16 0.00 3.76
LIBER | 1 0.00 3.76
LIMO | 3 0.00 3.76
LIVER | 2 0.00 3.76
LIVERY VEHICLE | 10,481 0.76 4.53
LL | 169 0.01 4.54
LOADE | 1 0.00 4.54
LP | 1 0.00 4.54
LW | 2 0.00 4.54
Lift | 1 0.00 4.54
Lift Boom | 19 0.00 4.54
Light | 1 0.00 4.54
Limou | 1 0.00 4.54
Livestock Rack | 2 0.00 4.54
Log | 1 0.00 4.54
Lunch Wagon | 4 0.00 4.54
MACK | 2 0.00 4.54
MAIL | 4 0.00 4.54
MARK | 1 0.00 4.54
MB | 20 0.00 4.54
MD | 32 0.00 4.54
MH | 3 0.00 4.54
MILLI | 1 0.00 4.54
MINI | 3 0.00 4.54
MK | 1 0.00 4.54
MOPED | 10 0.00 4.55
MOTOR | 6 0.00 4.55
MOTORCYCLE | 6,536 0.48 5.02
MS | 42 0.00 5.02
MTA B | 4 0.00 5.02
Marke | 1 0.00 5.02
Mini | 1 0.00 5.02
Minibike | 7 0.00 5.03
Minicycle | 4 0.00 5.03
Mo pa | 1 0.00 5.03
Moped | 56 0.00 5.03
Motor | 2 0.00 5.03
Motorbike | 41 0.00 5.03
Motorcycle | 877 0.06 5.10
Motorized Home | 4 0.00 5.10
Motorscooter | 62 0.00 5.10
Multi-Wheeled Vehicle | 15 0.00 5.10
N/A | 1 0.00 5.10
NEW Y | 2 0.00 5.10
NS AM | 1 0.00 5.10
NYC B | 1 0.00 5.10
NYC M | 1 0.00 5.10
NYC a | 1 0.00 5.10
NYPD | 2 0.00 5.10
OIL T | 2 0.00 5.10
OML | 1 0.00 5.10
OMNIB | 1 0.00 5.10
OMR | 5 0.00 5.10
OMT | 2 0.00 5.10
OTHER | 23,972 1.74 6.85
Open Body | 5 0.00 6.85
P/SE | 1 0.00 6.85
P/SH | 2 0.00 6.85
PAS | 2 0.00 6.85
PASSENGER VEHICLE | 715,227 52.00 58.85
PEDIC | 1 0.00 58.85
PEDICAB | 35 0.00 58.85
PICK- | 1 0.00 58.85
PICK-UP TRUCK | 23,069 1.68 60.53
PICKU | 4 0.00 60.53
PK | 405 0.03 60.56
PL | 6 0.00 60.56
PM | 7 0.00 60.56
POSTA | 4 0.00 60.56
POSTO | 1 0.00 60.56
POWER | 7 0.00 60.56
PSD | 4 0.00 60.56
PSR | 1 0.00 60.56
PUMP | 1 0.00 60.56
Pallet | 7 0.00 60.56
Pedicab | 11 0.00 60.56
Pick | 1 0.00 60.56
Pick- | 1 0.00 60.56
Pick-up Truck | 3,883 0.28 60.85
Picku | 1 0.00 60.85
Pickup with mounted Camper | 5 0.00 60.85
Porta | 1 0.00 60.85
R/V | 1 0.00 60.85
R/V C | 1 0.00 60.85
REFRI | 3 0.00 60.85
RENTA | 1 0.00 60.85
REP | 2 0.00 60.85
RESCU | 1 0.00 60.85
RF | 56 0.00 60.85
RV | 11 0.00 60.85
RYDER | 1 0.00 60.85
Refrigerated Van | 58 0.00 60.86
SANIT | 6 0.00 60.86
SCHOO | 16 0.00 60.86
SCOOT | 10 0.00 60.86
SCOOTER | 256 0.02 60.88
SE | 1 0.00 60.88
SELF | 4 0.00 60.88
SEMI | 2 0.00 60.88
SEMI- | 1 0.00 60.88
SKATE | 3 0.00 60.88
SMALL COM VEH(4 TIRES) | 14,559 1.06 61.94
SMART | 1 0.00 61.94
SNOW | 1 0.00 61.94
SP | 20 0.00 61.94
SPC | 2 0.00 61.94
SPORT UTILITY / STATION WAGON | 313,498 22.79 84.73
SPRIN | 1 0.00 84.73
ST | 15 0.00 84.74
ST150 | 1 0.00 84.74
STAK | 5 0.00 84.74
STREE | 6 0.00 84.74
SUBN/ | 1 0.00 84.74
SUBUR | 1 0.00 84.74
SUV | 3 0.00 84.74
SWEEP | 1 0.00 84.74
Sanit | 1 0.00 84.74
Schoo | 1 0.00 84.74
School Bus | 9 0.00 84.74
Scoot | 1 0.00 84.74
Sedan | 56,607 4.12 88.85
Semi | 1 0.00 88.85
Semi- | 1 0.00 88.85
Skate | 1 0.00 88.85
Smart | 1 0.00 88.85
Snow Plow | 1 0.00 88.85
Spc | 1 0.00 88.85
Sprin | 2 0.00 88.85
Stake or Rack | 11 0.00 88.85
Station Wagon/Sport Utility Vehicle | 43,706 3.18 92.03
Subn | 1 0.00 92.03
Sweep | 1 0.00 92.03
TANK | 2 0.00 92.03
TANKE | 2 0.00 92.03
TAXI | 50,669 3.68 95.72
TK | 2,485 0.18 95.90
TN | 77 0.01 95.90
TOW | 3 0.00 95.90
TOW T | 13 0.00 95.90
TOWTR | 2 0.00 95.90
TR | 160 0.01 95.92
TRAC | 3 0.00 95.92
TRACK | 1 0.00 95.92
TRACT | 21 0.00 95.92
TRAFF | 1 0.00 95.92
TRAIL | 52 0.00 95.92
TRANS | 3 0.00 95.92
TRK | 2 0.00 95.92
TRL | 3 0.00 95.92
TRLPM | 1 0.00 95.92
TRLR | 2 0.00 95.92
TRUCK | 45 0.00 95.93
TT | 130 0.01 95.94
Tanker | 76 0.01 95.94
Taxi | 5,894 0.43 96.37
Tow | 1 0.00 96.37
Tow T | 1 0.00 96.37
Tow Truck | 4 0.00 96.37
Tow Truck / Wrecker | 125 0.01 96.38
Tow t | 1 0.00 96.38
Tow-t | 1 0.00 96.38
Tract | 3 0.00 96.38
Tractor Truck Diesel | 1,175 0.09 96.46
Tractor Truck Gasoline | 159 0.01 96.48
Trail | 5 0.00 96.48
Truck | 2 0.00 96.48
U.S. | 1 0.00 96.48
UHAUL | 4 0.00 96.48
UHUAL | 1 0.00 96.48
UKN | 1 0.00 96.48
UNKNO | 1 0.00 96.48
UNKNOWN | 19,929 1.45 97.93
UPS T | 1 0.00 97.93
UPS t | 1 0.00 97.93
US PO | 1 0.00 97.93
USPS | 16 0.00 97.93
UT | 1 0.00 97.93
UTIL | 4 0.00 97.93
UTILI | 6 0.00 97.93
UTV | 1 0.00 97.93
Unkno | 1 0.00 97.93
Util | 1 0.00 97.93
Utili | 2 0.00 97.93
VAN | 26,540 1.93 99.86
VAN T | 1 0.00 99.86
VAN/T | 2 0.00 99.86
VANG | 1 0.00 99.86
VC | 2 0.00 99.86
VN | 712 0.05 99.91
VT | 2 0.00 99.91
Van | 906 0.07 99.98
Van Camper | 4 0.00 99.98
Vanette | 1 0.00 99.98
Veriz | 1 0.00 99.98
WAGON | 1 0.00 99.98
WD | 1 0.00 99.98
WHBL | 1 0.00 99.98
WHEEL | 1 0.00 99.98
WHITE | 1 0.00 99.98
WORK | 2 0.00 99.98
Wagon | 1 0.00 99.98
Well Driller | 1 0.00 99.98
Wheel | 1 0.00 99.98
Work | 1 0.00 99.98
YELLO | 2 0.00 99.98
ambu | 5 0.00 99.98
ambul | 21 0.00 99.98
armor | 1 0.00 99.98
box t | 7 0.00 99.98
bulld | 1 0.00 99.98
bus | 7 0.00 99.98
cargo | 1 0.00 99.98
cate | 1 0.00 99.98
cemen | 1 0.00 99.98
chevo | 1 0.00 99.98
com | 2 0.00 99.98
comme | 3 0.00 99.98
deliv | 3 0.00 99.98
delv | 3 0.00 99.98
dp | 1 0.00 99.98
dsny | 1 0.00 99.98
dump | 5 0.00 99.98
e BIK | 1 0.00 99.98
e amb | 1 0.00 99.98
e com | 1 0.00 99.98
e sco | 1 0.00 99.98
e-bik | 2 0.00 99.98
east | 1 0.00 99.98
elect | 3 0.00 99.98
f550 | 1 0.00 99.98
fd tr | 1 0.00 99.98
fdny | 8 0.00 99.98
fire | 13 0.00 99.99
firet | 1 0.00 99.99
flat | 1 0.00 99.99
flatb | 1 0.00 99.99
ford | 2 0.00 99.99
fork | 1 0.00 99.99
forkl | 4 0.00 99.99
garba | 3 0.00 99.99
gator | 1 0.00 99.99
ice c | 1 0.00 99.99
icecr | 1 0.00 99.99
ladde | 1 0.00 99.99
light | 1 0.00 99.99
mail | 1 0.00 99.99
mcy | 1 0.00 99.99
mopad | 1 0.00 99.99
motor | 3 0.00 99.99
mta | 1 0.00 99.99
mta b | 2 0.00 99.99
nyc a | 1 0.00 99.99
omni | 1 0.00 99.99
p/sh | 1 0.00 99.99
pas | 1 0.00 99.99
passa | 1 0.00 99.99
pick | 4 0.00 99.99
posta | 2 0.00 99.99
power | 1 0.00 99.99
rd/s | 1 0.00 99.99
refg | 1 0.00 99.99
rv | 2 0.00 99.99
sanit | 2 0.00 99.99
schoo | 7 0.00 99.99
sciss | 1 0.00 99.99
scoot | 2 0.00 99.99
seagr | 1 0.00 99.99
self | 1 0.00 99.99
semi | 2 0.00 99.99
sgws | 1 0.00 99.99
spc p | 1 0.00 99.99
spec | 1 0.00 99.99
stree | 1 0.00 99.99
subn | 3 0.00 99.99
tk | 1 0.00 99.99
tow | 2 0.00 99.99
tow t | 3 0.00 99.99
trac | 1 0.00 99.99
tract | 6 0.00 99.99
trail | 17 0.00 99.99
trk | 1 0.00 99.99
trlr | 1 0.00 99.99
truck | 9 0.00 99.99
uhaul | 1 0.00 99.99
ulili | 1 0.00 99.99
unk | 3 0.00 99.99
unkno | 4 0.00 99.99
ups t | 1 0.00 99.99
usps | 2 0.00 99.99
utili | 6 0.00 99.99
van | 75 0.01 100.00
van t | 1 0.00 100.00
vol | 1 0.00 100.00
------------------------------------+-----------------------------------
Total | 1,375,333 100.00
- Find some key words. E.g. BICYC, BICYCLE, Bike
[19]:
gen bicyclerelated = vehicletypecode1 == "BICYC" | ///
vehicletypecode1 == "BICYCLE" | ///
vehicletypecode1 == "Bike"
[41]:
tab bicyclerelated
bicyclerela |
ted | Freq. Percent Cum.
------------+-----------------------------------
0 | 1,378,523 99.46 99.46
1 | 7,480 0.54 100.00
------------+-----------------------------------
Total | 1,386,003 100.00
The above method requires that vehicletypecode1 have exactly those characters within the double quotation marks. If “BICYC” were spelt in lower capitals, the command above will not capture it. Hence, we can “improve” upon the code by using lower() or upper() functions to ensure that the strings are in the right form.
[20]:
gen bicyclerelated_2 = upper(vehicletypecode1) == "BICYC" | ///
upper(vehicletypecode1) == "BICYCLE" | ///
upper(vehicletypecode1) == "BIKE"
[42]:
tab bicyclerelated_2
bicyclerela |
ted_2 | Freq. Percent Cum.
------------+-----------------------------------
0 | 1,378,523 99.46 99.46
1 | 7,480 0.54 100.00
------------+-----------------------------------
Total | 1,386,003 100.00
The method above is tedious because it requires that you look for every single keyword that is related to a bicycle. For example, in order to identify Minibike, you need to know that it exists in vehicletypecode1. We can use Stata’s strpos function to look within a string for a keyword. If strpos finds the keyword, the function will return the value of the position in the string. But instead of storing the position, we will use a boolean logic to identify that observation and create the
dummy variable.
[22]:
gen bicyclerelated_3 = strpos(upper(vehicletypecode1),"BICYC" ) > 0 | ///
strpos(upper(vehicletypecode1),"BIKE" ) > 0
[44]:
tab bicyclerelated_3
bicyclerela |
ted_3 | Freq. Percent Cum.
------------+-----------------------------------
0 | 1,378,473 99.46 99.46
1 | 7,530 0.54 100.00
------------+-----------------------------------
Total | 1,386,003 100.00
Next, we can also use the screening command. This command is a little more complicated but it allows for spelling mistakes to be captured as well.
[37]:
screening ,sources(vehicletypecode1, upper) keys(BICYCLE BIKE) letters(5 3) explore(count)
Source | Key | Freq. | Percent
--------------------+-------+------------+---------
vehicletypecode1 | BICYC | 5568 | 73.84
| BIK | 1973 | 26.16
--------------------+-------+------------+---------
| Total | 7541 | 100.00
[39]:
screening ,sources(vehicletypecode1, upper) keys(BICYCLE BIKE) letters(5 3) newcode(bicyclerelated_4, replace)
WARNING: By specifying -replace- sub-option you are overwriting the -newcode()- variable.
[45]:
tab bicyclerelated_4
bicyclerela |
ted_4 | Freq. Percent Cum.
------------+-----------------------------------
1 | 5,568 73.84 73.84
2 | 1,973 26.16 100.00
------------+-----------------------------------
Total | 7,541 100.00
Explore the coodinates¶
[46]:
codebook latitude
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
latitude LATITUDE
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
type: numeric (float)
range: [0,43.344444] units: 1.000e-06
unique values: 70,056 missing .: 236,251/1,386,003
mean: 40.7115
std. dev: .706688
percentiles: 10% 25% 50% 75% 90%
40.619 40.6687 40.7229 40.7674 40.837
[47]:
codebook longitude
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
longitude LONGITUDE
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
type: numeric (float)
range: [-201.35999,0] units: 1.000e-06
unique values: 48,842 missing .: 236,251/1,386,003
mean: -73.9102
std. dev: 1.72118
percentiles: 10% 25% 50% 75% 90%
-74.003 -73.9782 -73.9311 -73.8678 -73.8049
When we examine the codebook outputs. It is helpful to look at the unique values and the missing. From this we know that these coordinates are not all unique and that there are missing observations in the data.
We will try to fill in the missing latitude and logitude based on other characteristics about the intersection. But first we will create a dummy variable so that we can keep track of observations with missing longitude and latitudes.
[48]:
gen mi_latlong = mi(latitude) & mi(longitude)
Now we can see the number of missing over the years
[50]:
tab mi_latlong year_SIF, column
+-------------------+
| Key |
|-------------------|
| frequency |
| column percentage |
+-------------------+
| year_SIF
mi_latlong | 2012 2013 2014 2015 2016 2017 2018 | Total
-----------+-----------------------------------------------------------------------------+----------
0 | 85,451 171,915 172,726 182,957 136,345 212,986 187,372 | 1,149,752
| 84.99 84.39 83.84 84.04 59.71 92.84 93.58 | 82.95
-----------+-----------------------------------------------------------------------------+----------
1 | 15,089 31,809 33,302 34,734 92,019 16,437 12,860 | 236,250
| 15.01 15.61 16.16 15.96 40.29 7.16 6.42 | 17.05
-----------+-----------------------------------------------------------------------------+----------
Total | 100,540 203,724 206,028 217,691 228,364 229,423 200,232 | 1,386,002
| 100.00 100.00 100.00 100.00 100.00 100.00 100.00 | 100.00
The column option tells stata to provide percentages by each year.
There are several key variables that we can use to determine if the intersections are the same. - borough - zipcode - onstreetname - crossstreetname
We will use Stata’s variable[_n-1] code to compare between rows of the observations. The idea is that if the borough, zipcode, onstreetname and crossstreetname of the previous row of observation is the same as the borough of the current row of observation, then the intersection has to be the same. Therefore, if the latitude and longitude are missing, we can fill it in with the non-missing latitude and longitude from the previous row.
First, we want to sort the data in order.
[51]:
sort onstreetname crossstreetname latitude longitude
[52]:
replace latitude = latitude[_n-1] if ///
mi(latitude) & ///
(borough == borough[_n-1]) & ///
(zipcode == zipcode[_n-1]) & ///
(onstreetname == onstreetname[_n-1]) & ///
(crossstreetname == crossstreetname[_n-1])
replace longitude = longitude[_n-1] if ///
mi(longitude) & ///
(borough == borough[_n-1]) & ///
(zipcode == zipcode[_n-1]) & ///
(onstreetname == onstreetname[_n-1]) & ///
(crossstreetname == crossstreetname[_n-1])
(74,517 real changes made)
(74,517 real changes made)
We managed to “back fill” quite a large number of observations! Now, we want to identify observations that still have missing latitude and longitudes.
[53]:
gen mi_latlong2 = mi(latitude) & mi(longitude)
[54]:
tab mi_latlong2 year_SIF, column
+-------------------+
| Key |
|-------------------|
| frequency |
| column percentage |
+-------------------+
mi_latlong | year_SIF
2 | 2012 2013 2014 2015 2016 2017 2018 | Total
-----------+-----------------------------------------------------------------------------+----------
0 | 86,719 174,277 175,092 185,272 188,838 220,422 193,649 | 1,224,269
| 86.25 85.55 84.98 85.11 82.69 96.08 96.71 | 88.33
-----------+-----------------------------------------------------------------------------+----------
1 | 13,821 29,447 30,936 32,419 39,526 9,001 6,583 | 161,733
| 13.75 14.45 15.02 14.89 17.31 3.92 3.29 | 11.67
-----------+-----------------------------------------------------------------------------+----------
Total | 100,540 203,724 206,028 217,691 228,364 229,423 200,232 | 1,386,002
| 100.00 100.00 100.00 100.00 100.00 100.00 100.00 | 100.00
[55]:
tab mi_latlong year_SIF, column
+-------------------+
| Key |
|-------------------|
| frequency |
| column percentage |
+-------------------+
| year_SIF
mi_latlong | 2012 2013 2014 2015 2016 2017 2018 | Total
-----------+-----------------------------------------------------------------------------+----------
0 | 85,451 171,915 172,726 182,957 136,345 212,986 187,372 | 1,149,752
| 84.99 84.39 83.84 84.04 59.71 92.84 93.58 | 82.95
-----------+-----------------------------------------------------------------------------+----------
1 | 15,089 31,809 33,302 34,734 92,019 16,437 12,860 | 236,250
| 15.01 15.61 16.16 15.96 40.29 7.16 6.42 | 17.05
-----------+-----------------------------------------------------------------------------+----------
Total | 100,540 203,724 206,028 217,691 228,364 229,423 200,232 | 1,386,002
| 100.00 100.00 100.00 100.00 100.00 100.00 100.00 | 100.00
There are other ways to identify the latitude and longitude of these missing variables through a process called Geocoding. But we will explore that another time.
For now, we will drop observations that are still missing.
[58]:
drop if mi_latlong2 == 1
(161,734 observations deleted)
There are also some observations that have coordinates that are outside the boundaries of New York City. We will drop them as well.
[59]:
drop if longitude < -74.5 | longitude > -73
drop if latitude < 40 | latitude > 41
(607 observations deleted)
(8 observations deleted)
Since, there are many observations, I will pull out a random sample of 10% of the data to quickly visualize. In Stata, we use preserve to keep the data at that point in memory and manipulate the data to do calculations/obtain weights/collapse/etc. Then, after we obtain our numbers/graphs/etc, we will use store to “get back” to the dataset that was at the point of preserve. We typically use preserve and restore commands when collapsing data.
[61]:
preserve
sample 10
twoway scatter latitude longitude, msymbol(o) msize(tiny)
restore
(1,101,289 observations deleted)
[62]:
display "$S_DATE $S_TIME"
notes: "Cleaned $S_DATE $S_TIME"
notes list
7 May 2019 13:59:05
_dta:
1. "Downloaded 9 Dec 2018 11:30:26"
2. "Cleaned 7 May 2019 13:59:05"
[ ]:
save "..\working_data\NYPD_Motor_Vehicle_Collisions_clean.dta",replace